Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	14458
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.7 MiB
Average record size in memory	120.0 B

Variable types

Numeric	12
Categorical	3

Alerts

`TIME` is highly correlated with `S` and 13 other fields	High correlation
`S` is highly correlated with `TIME` and 13 other fields	High correlation
`T1` is highly correlated with `TIME` and 13 other fields	High correlation
`T4` is highly correlated with `TIME` and 13 other fields	High correlation
`T5` is highly correlated with `TIME` and 13 other fields	High correlation
`T6` is highly correlated with `TIME` and 13 other fields	High correlation
`T7` is highly correlated with `TIME` and 13 other fields	High correlation
`T9` is highly correlated with `TIME` and 13 other fields	High correlation
`T10` is highly correlated with `TIME` and 13 other fields	High correlation
`T11` is highly correlated with `TIME` and 13 other fields	High correlation
`T12` is highly correlated with `TIME` and 13 other fields	High correlation
`Z` is highly correlated with `TIME` and 13 other fields	High correlation
`T2` is highly correlated with `TIME` and 13 other fields	High correlation
`T3` is highly correlated with `TIME` and 13 other fields	High correlation
`T8` is highly correlated with `TIME` and 13 other fields	High correlation
`TIME` is uniformly distributed	Uniform
`TIME` has unique values	Unique
`S` has 5097 (35.3%) zeros	Zeros

Reproduction

Analysis started	2022-11-11 03:27:41.072068
Analysis finished	2022-11-11 03:27:49.424008
Duration	8.35 seconds
Software version	pandas-profiling v3.4.0
Download configuration	config.json

TIME
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	14458
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	602.375

Minimum	0
Maximum	1204.75
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	0
5-th percentile	60.2375
Q1	301.1875
median	602.375
Q3	903.5625
95-th percentile	1144.5125
Maximum	1204.75
Range	1204.75
Interquartile range (IQR)	602.375

Descriptive statistics

Standard deviation	347.8174526
Coefficient of variation (CV)	0.5774101724
Kurtosis	-1.2
Mean	602.375
Median Absolute Deviation (MAD)	301.2083333
Skewness	1.003477988 × 10^-16
Sum	8709137.75
Variance	120976.9803
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1	< 0.1%
800.0833333	1	< 0.1%
802.5833333	1	< 0.1%
802.6666667	1	< 0.1%
802.75	1	< 0.1%
802.8333333	1	< 0.1%
802.9166667	1	< 0.1%
803	1	< 0.1%
803.0833333	1	< 0.1%
803.1666667	1	< 0.1%
Other values (14448)	14448	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
0.08333333333	1	< 0.1%
0.1666666667	1	< 0.1%
0.25	1	< 0.1%
0.3333333333	1	< 0.1%
0.4166666667	1	< 0.1%
0.5	1	< 0.1%
0.5833333333	1	< 0.1%
0.6666666667	1	< 0.1%
0.75	1	< 0.1%

Value	Count	Frequency (%)
1204.75	1	< 0.1%
1204.666667	1	< 0.1%
1204.583333	1	< 0.1%
1204.5	1	< 0.1%
1204.416667	1	< 0.1%
1204.333333	1	< 0.1%
1204.25	1	< 0.1%
1204.166667	1	< 0.1%
1204.083333	1	< 0.1%
1204	1	< 0.1%

S
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	33
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7364.928413

Minimum	0
Maximum	20001
Zeros	5097
Zeros (%)	35.3%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	6000
Q3	14000
95-th percentile	18000
Maximum	20001
Range	20001
Interquartile range (IQR)	14000

Descriptive statistics

Standard deviation	6932.233711
Coefficient of variation (CV)	0.9412492996
Kurtosis	-1.371286945
Mean	7364.928413
Median Absolute Deviation (MAD)	6000
Skewness	0.325572542
Sum	106482135
Variance	48055864.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
0	5097	35.3%
15999	1438	9.9%
14000	1200	8.3%
8000	1113	7.7%
12001	719	5.0%
6000	719	5.0%
9998	719	5.0%
18000	700	4.8%
3999	685	4.7%
20001	563	3.9%
Other values (23)	1505	10.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5097	35.3%
6	1	< 0.1%
9	1	< 0.1%
25	1	< 0.1%
47	1	< 0.1%
110	1	< 0.1%
1519	1	< 0.1%
1998	160	1.1%
2000	559	3.9%
3344	1	< 0.1%

Value	Count	Frequency (%)
20001	563	3.9%
19999	156	1.1%
18000	700	4.8%
17998	18	0.1%
17150	1	< 0.1%
15999	1438	9.9%
14827	1	< 0.1%
14000	1200	8.3%
13999	237	1.6%
13968	1	< 0.1%

T1
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	51
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.46821483

Minimum	24.7
Maximum	27.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	24.7
5-th percentile	24.8
Q1	24.9
median	25.2
Q3	26
95-th percentile	26.7
Maximum	27.2
Range	2.5
Interquartile range (IQR)	1.1

Descriptive statistics

Standard deviation	0.684685873
Coefficient of variation (CV)	0.02688393661
Kurtosis	-0.2545791466
Mean	25.46821483
Median Absolute Deviation (MAD)	0.4
Skewness	0.8900117345
Sum	368219.45
Variance	0.4687947447
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.8	2368	16.4%
24.9	2246	15.5%
25	1181	8.2%
25.1	960	6.6%
25.5	856	5.9%
26	627	4.3%
26.4	605	4.2%
26.1	564	3.9%
26.7	553	3.8%
25.8	543	3.8%
Other values (41)	3955	27.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.7	270	1.9%
24.75	1	< 0.1%
24.8	2368	16.4%
24.85	20	0.1%
24.9	2246	15.5%
24.95	24	0.2%
25	1181	8.2%
25.05	22	0.2%
25.1	960	6.6%
25.15	20	0.1%

Value	Count	Frequency (%)
27.2	475	3.3%
27.15	2	< 0.1%
27.1	111	0.8%
27.05	2	< 0.1%
27	40	0.3%
26.95	1	< 0.1%
26.9	31	0.2%
26.85	1	< 0.1%
26.8	6	< 0.1%
26.75	2	< 0.1%

T2
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	113.1 KiB

24.7	7992
24.8	3123
24.6	1387
24.9	1266
24.5	690

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	57832
Distinct characters	8
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	24.7
2nd row	24.7
3rd row	24.7
4th row	24.7
5th row	24.7

Common Values

Value	Count	Frequency (%)
24.7	7992	55.3%
24.8	3123	21.6%
24.6	1387	9.6%
24.9	1266	8.8%
24.5	690	4.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
24.7	7992	55.3%
24.8	3123	21.6%
24.6	1387	9.6%
24.9	1266	8.8%
24.5	690	4.8%

Most occurring characters

Value	Count	Frequency (%)
2	14458	25.0%
4	14458	25.0%
.	14458	25.0%
7	7992	13.8%
8	3123	5.4%
6	1387	2.4%
9	1266	2.2%
5	690	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43374	75.0%
Other Punctuation	14458	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	14458	33.3%
4	14458	33.3%
7	7992	18.4%
8	3123	7.2%
6	1387	3.2%
9	1266	2.9%
5	690	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	14458	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	57832	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	14458	25.0%
4	14458	25.0%
.	14458	25.0%
7	7992	13.8%
8	3123	5.4%
6	1387	2.4%
9	1266	2.2%
5	690	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	57832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	14458	25.0%
4	14458	25.0%
.	14458	25.0%
7	7992	13.8%
8	3123	5.4%
6	1387	2.4%
9	1266	2.2%
5	690	1.2%

T3
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	113.1 KiB

24.7	6284
24.8	4664
24.6	2104
24.5	711
24.4	695

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	57832
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	24.8
2nd row	24.8
3rd row	24.8
4th row	24.8
5th row	24.8

Common Values

Value	Count	Frequency (%)
24.7	6284	43.5%
24.8	4664	32.3%
24.6	2104	14.6%
24.5	711	4.9%
24.4	695	4.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
24.7	6284	43.5%
24.8	4664	32.3%
24.6	2104	14.6%
24.5	711	4.9%
24.4	695	4.8%

Most occurring characters

Value	Count	Frequency (%)
4	15153	26.2%
2	14458	25.0%
.	14458	25.0%
7	6284	10.9%
8	4664	8.1%
6	2104	3.6%
5	711	1.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43374	75.0%
Other Punctuation	14458	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
4	15153	34.9%
2	14458	33.3%
7	6284	14.5%
8	4664	10.8%
6	2104	4.9%
5	711	1.6%

Other Punctuation

Value	Count	Frequency (%)
.	14458	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	57832	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
4	15153	26.2%
2	14458	25.0%
.	14458	25.0%
7	6284	10.9%
8	4664	8.1%
6	2104	3.6%
5	711	1.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	57832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
4	15153	26.2%
2	14458	25.0%
.	14458	25.0%
7	6284	10.9%
8	4664	8.1%
6	2104	3.6%
5	711	1.2%

T4
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.98234887

Minimum	24.6
Maximum	25.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	24.6
5-th percentile	24.6
Q1	24.7
median	25
Q3	25.2
95-th percentile	25.3
Maximum	25.5
Range	0.9
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.2407901602
Coefficient of variation (CV)	0.009638411561
Kurtosis	-1.128902992
Mean	24.98234887
Median Absolute Deviation (MAD)	0.2
Skewness	-0.1524440832
Sum	361194.8
Variance	0.05797990124
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
25.2	2622	18.1%
25.1	2484	17.2%
24.7	2160	14.9%
25	1811	12.5%
24.6	1660	11.5%
25.3	1218	8.4%
24.9	1037	7.2%
24.8	967	6.7%
25.4	338	2.3%
25.5	161	1.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.6	1660	11.5%
24.7	2160	14.9%
24.8	967	6.7%
24.9	1037	7.2%
25	1811	12.5%
25.1	2484	17.2%
25.2	2622	18.1%
25.3	1218	8.4%
25.4	338	2.3%
25.5	161	1.1%

Value	Count	Frequency (%)
25.5	161	1.1%
25.4	338	2.3%
25.3	1218	8.4%
25.2	2622	18.1%
25.1	2484	17.2%
25	1811	12.5%
24.9	1037	7.2%
24.8	967	6.7%
24.7	2160	14.9%
24.6	1660	11.5%

T5
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	7
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	25.0445359

Minimum	24.8
Maximum	25.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	24.8
5-th percentile	24.8
Q1	24.8
median	25
Q3	25.3
95-th percentile	25.4
Maximum	25.4
Range	0.6
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.2138901657
Coefficient of variation (CV)	0.008540392465
Kurtosis	-1.444828368
Mean	25.0445359
Median Absolute Deviation (MAD)	0.2
Skewness	0.2055811437
Sum	362093.9
Variance	0.04574900297
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
24.8	4669	32.3%
25.3	2997	20.7%
25	2109	14.6%
25.1	1567	10.8%
25.2	1055	7.3%
25.4	1034	7.2%
24.9	1027	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.8	4669	32.3%
24.9	1027	7.1%
25	2109	14.6%
25.1	1567	10.8%
25.2	1055	7.3%
25.3	2997	20.7%
25.4	1034	7.2%

Value	Count	Frequency (%)
25.4	1034	7.2%
25.3	2997	20.7%
25.2	1055	7.3%
25.1	1567	10.8%
25	2109	14.6%
24.9	1027	7.1%
24.8	4669	32.3%

T6
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.9175543

Minimum	24.6
Maximum	25.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	24.6
5-th percentile	24.6
Q1	24.7
median	24.9
Q3	25.1
95-th percentile	25.3
Maximum	25.3
Range	0.7
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.2040376687
Coefficient of variation (CV)	0.008188511052
Kurtosis	-0.9668382218
Mean	24.9175543
Median Absolute Deviation (MAD)	0.2
Skewness	0.2932079583
Sum	360258
Variance	0.04163137026
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
24.7	2640	18.3%
24.8	2635	18.2%
25	2200	15.2%
24.9	1939	13.4%
25.1	1569	10.9%
25.2	1309	9.1%
25.3	1098	7.6%
24.6	1068	7.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.6	1068	7.4%
24.7	2640	18.3%
24.8	2635	18.2%
24.9	1939	13.4%
25	2200	15.2%
25.1	1569	10.9%
25.2	1309	9.1%
25.3	1098	7.6%

Value	Count	Frequency (%)
25.3	1098	7.6%
25.2	1309	9.1%
25.1	1569	10.9%
25	2200	15.2%
24.9	1939	13.4%
24.8	2635	18.2%
24.7	2640	18.3%
24.6	1068	7.4%

T7
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.65045649

Minimum	24.3
Maximum	24.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	24.3
5-th percentile	24.4
Q1	24.6
median	24.7
Q3	24.7
95-th percentile	24.8
Maximum	24.8
Range	0.5
Interquartile range (IQR)	0.1

Descriptive statistics

Standard deviation	0.1276424339
Coefficient of variation (CV)	0.005178096152
Kurtosis	0.8056637847
Mean	24.65045649
Median Absolute Deviation (MAD)	0.1
Skewness	-1.141082456
Sum	356396.3
Variance	0.01629259093
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
24.7	6791	47.0%
24.8	2611	18.1%
24.6	2328	16.1%
24.5	1389	9.6%
24.4	688	4.8%
24.3	651	4.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.3	651	4.5%
24.4	688	4.8%
24.5	1389	9.6%
24.6	2328	16.1%
24.7	6791	47.0%
24.8	2611	18.1%

Value	Count	Frequency (%)
24.8	2611	18.1%
24.7	6791	47.0%
24.6	2328	16.1%
24.5	1389	9.6%
24.4	688	4.8%
24.3	651	4.5%

T8
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	113.1 KiB

24.7	5004
24.8	4698
24.6	3370
24.9	1386

Length

Max length	4
Median length	4
Mean length	4
Min length	4

Characters and Unicode

Total characters	57832
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	24.6
2nd row	24.6
3rd row	24.6
4th row	24.6
5th row	24.6

Common Values

Value	Count	Frequency (%)
24.7	5004	34.6%
24.8	4698	32.5%
24.6	3370	23.3%
24.9	1386	9.6%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
24.7	5004	34.6%
24.8	4698	32.5%
24.6	3370	23.3%
24.9	1386	9.6%

Most occurring characters

Value	Count	Frequency (%)
2	14458	25.0%
4	14458	25.0%
.	14458	25.0%
7	5004	8.7%
8	4698	8.1%
6	3370	5.8%
9	1386	2.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43374	75.0%
Other Punctuation	14458	25.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	14458	33.3%
4	14458	33.3%
7	5004	11.5%
8	4698	10.8%
6	3370	7.8%
9	1386	3.2%

Other Punctuation

Value	Count	Frequency (%)
.	14458	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	57832	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	14458	25.0%
4	14458	25.0%
.	14458	25.0%
7	5004	8.7%
8	4698	8.1%
6	3370	5.8%
9	1386	2.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	57832	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	14458	25.0%
4	14458	25.0%
.	14458	25.0%
7	5004	8.7%
8	4698	8.1%
6	3370	5.8%
9	1386	2.4%

T9
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	81
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.66266427

Minimum	25.3
Maximum	29.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	25.3
5-th percentile	25.5
Q1	26.9
median	28.15
Q3	28.6
95-th percentile	28.9
Maximum	29.3
Range	4
Interquartile range (IQR)	1.7

Descriptive statistics

Standard deviation	1.205836954
Coefficient of variation (CV)	0.04359077427
Kurtosis	-0.8463567792
Mean	27.66266427
Median Absolute Deviation (MAD)	0.55
Skewness	-0.8403044435
Sum	399946.8
Variance	1.454042759
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
28.5	1106	7.6%
28.6	932	6.4%
28.7	845	5.8%
28.4	801	5.5%
28.3	747	5.2%
25.8	670	4.6%
28.8	644	4.5%
25.5	610	4.2%
27.5	592	4.1%
28.9	532	3.7%
Other values (71)	6979	48.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.3	84	0.6%
25.35	15	0.1%
25.4	470	3.3%
25.45	20	0.1%
25.5	610	4.2%
25.55	19	0.1%
25.6	370	2.6%
25.65	12	0.1%
25.7	348	2.4%
25.75	29	0.2%

Value	Count	Frequency (%)
29.3	29	0.2%
29.25	4	< 0.1%
29.2	70	0.5%
29.15	8	0.1%
29.1	207	1.4%
29.05	25	0.2%
29	275	1.9%
28.95	27	0.2%
28.9	532	3.7%
28.85	27	0.2%

T10
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	11
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.80609351

Minimum	24.3
Maximum	25.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	24.3
5-th percentile	24.4
Q1	24.6
median	24.9
Q3	25
95-th percentile	25.1
Maximum	25.3
Range	1
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.2279758002
Coefficient of variation (CV)	0.00919031447
Kurtosis	-0.871427661
Mean	24.80609351
Median Absolute Deviation (MAD)	0.1
Skewness	-0.2648418142
Sum	358646.5
Variance	0.05197296545
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
24.9	3123	21.6%
25	2357	16.3%
24.8	1939	13.4%
24.5	1886	13.0%
24.6	1664	11.5%
25.1	1346	9.3%
24.7	686	4.7%
24.4	679	4.7%
25.2	456	3.2%
24.3	204	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
24.3	204	1.4%
24.4	679	4.7%
24.5	1886	13.0%
24.6	1664	11.5%
24.7	686	4.7%
24.8	1939	13.4%
24.9	3123	21.6%
25	2357	16.3%
25.1	1346	9.3%
25.2	456	3.2%

Value	Count	Frequency (%)
25.3	118	0.8%
25.2	456	3.2%
25.1	1346	9.3%
25	2357	16.3%
24.9	3123	21.6%
24.8	1939	13.4%
24.7	686	4.7%
24.6	1664	11.5%
24.5	1886	13.0%
24.4	679	4.7%

T11
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	21
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.9544612

Minimum	23.9
Maximum	25.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	23.9
5-th percentile	24.1
Q1	24.5
median	25.1
Q3	25.3
95-th percentile	25.6
Maximum	25.9
Range	2
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.4965494308
Coefficient of variation (CV)	0.01989822288
Kurtosis	-0.9759190369
Mean	24.9544612
Median Absolute Deviation (MAD)	0.3
Skewness	-0.4368253515
Sum	360791.6
Variance	0.2465613373
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=21)

Value	Count	Frequency (%)
25.2	1802	12.5%
25.3	1514	10.5%
25.1	1499	10.4%
24.2	1423	9.8%
25	1350	9.3%
25.5	985	6.8%
24.3	928	6.4%
25.4	872	6.0%
25.6	617	4.3%
24.1	593	4.1%
Other values (11)	2875	19.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.9	88	0.6%
24	160	1.1%
24.1	593	4.1%
24.2	1423	9.8%
24.3	928	6.4%
24.4	394	2.7%
24.5	230	1.6%
24.6	420	2.9%
24.7	274	1.9%
24.8	195	1.3%

Value	Count	Frequency (%)
25.9	142	1.0%
25.8	165	1.1%
25.7	257	1.8%
25.6	617	4.3%
25.5	985	6.8%
25.4	872	6.0%
25.3	1514	10.5%
25.2	1802	12.5%
25.1	1499	10.4%
25	1350	9.3%

T12
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	23
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24.85858348

Minimum	23.6
Maximum	25.8
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	23.6
5-th percentile	24
Q1	24.4
median	25
Q3	25.2
95-th percentile	25.4
Maximum	25.8
Range	2.2
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.4979003983
Coefficient of variation (CV)	0.02002931497
Kurtosis	-0.9385053007
Mean	24.85858348
Median Absolute Deviation (MAD)	0.3
Skewness	-0.6138731419
Sum	359405.4
Variance	0.2479048066
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
25.1	2053	14.2%
25.2	1918	13.3%
25	1523	10.5%
24.1	1429	9.9%
25.4	1249	8.6%
25.3	1115	7.7%
24.9	1100	7.6%
24.2	961	6.6%
24	698	4.8%
25.5	372	2.6%
Other values (13)	2040	14.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.6	30	0.2%
23.7	69	0.5%
23.8	20	0.1%
23.9	175	1.2%
24	698	4.8%
24.1	1429	9.9%
24.2	961	6.6%
24.3	214	1.5%
24.4	285	2.0%
24.5	290	2.0%

Value	Count	Frequency (%)
25.8	25	0.2%
25.7	152	1.1%
25.6	146	1.0%
25.5	372	2.6%
25.4	1249	8.6%
25.3	1115	7.7%
25.2	1918	13.3%
25.1	2053	14.2%
25	1523	10.5%
24.9	1100	7.6%

Z
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	150
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47.74292807

Minimum	0
Maximum	82.875
Zeros	15
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	113.1 KiB

Quantile statistics

Minimum	0
5-th percentile	13.406
Q1	37.781
median	48.75
Q3	58.5
95-th percentile	73.125
Maximum	82.875
Range	82.875
Interquartile range (IQR)	20.719

Descriptive statistics

Standard deviation	16.38304933
Coefficient of variation (CV)	0.3431513313
Kurtosis	0.1178391531
Mean	47.74292807
Median Absolute Deviation (MAD)	9.75
Skewness	-0.3825185732
Sum	690267.254
Variance	268.4043052
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48.75	699	4.8%
47.531	649	4.5%
45.093	522	3.6%
46.312	496	3.4%
43.875	475	3.3%
52.406	444	3.1%
35.343	415	2.9%
64.593	391	2.7%
53.625	387	2.7%
31.687	357	2.5%
Other values (140)	9623	66.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15	0.1%
1.2185	1	< 0.1%
4.8745	1	< 0.1%
6.7025	2	< 0.1%
7.312	46	0.3%
7.9215	15	0.1%
8.531	50	0.3%
9.1405	2	< 0.1%
9.75	35	0.2%
10.359	26	0.2%

Value	Count	Frequency (%)
82.875	12	0.1%
82.2655	11	0.1%
81.656	213	1.5%
81.0465	85	0.6%
80.437	144	1.0%
79.8275	22	0.2%
79.218	42	0.3%
78.609	8	0.1%
78	42	0.3%
77.3905	1	< 0.1%

Auto

The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12
0	0.000000	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.55	24.3	23.9	23.6
1	0.083333	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
2	0.166667	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
3	0.250000	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
4	0.333333	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
5	0.416667	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
6	0.500000	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
7	0.583333	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
8	0.666667	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6
9	0.750000	24.7	24.7	24.8	24.7	24.9	25.3	24.7	24.6	25.50	24.3	23.9	23.6

Last rows

	TIME	T1	T2	T3	T4	T5	T6	T7	T8	T9	T10	T11	T12	Z
14448	1204.000000	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.0	29.25
14449	1204.083333	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.0	29.25
14450	1204.166667	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.0	29.25
14451	1204.250000	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.0	29.25
14452	1204.333333	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.1	29.25
14453	1204.416667	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.1	29.25
14454	1204.500000	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.1	29.25
14455	1204.583333	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.0	29.25
14456	1204.666667	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.1	29.25
14457	1204.750000	24.8	24.9	24.8	25.1	25.4	25.3	24.8	24.8	27.5	25.0	25.0	25.1	29.25

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Other Punctuation

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Correlations

Auto

Spearman's ρ

Pearson's r

Kendall's τ

Cramér's V (φc)

Phik (φk)

Missing values

Sample

First rows

Last rows